scalpel
Datasets
All datasets matching “scalpel”ScalpelBench
ScalpelBench
ScalpelBench is a compact instruction-tuning corpus developed for controlled
studies of model compression, with a particular focus on layer pruning,
post-pruning recovery, and capability retention. The released corpus contains
approximately 0.1B tokens of instruction-response data spanning general
English, Chinese, mathematical reasoning, and code generation.
Mixture Design
The mixture proportions follow high-level capability-balancing principles… See the full description on the dataset page: https://huggingface.co/datasets/freeai-org/ScalpelBench.neuron-scalpel-dataSemigroup_Reasoning_Model_A_Scalpel
Semigroup Reasoning Model: A Scalpel
Formalizing Sparse Neural Circuits as Reasoning Dynamics
🎯 Central Question
How do we formalize the interpretability of reasoning processes?
This work establishes reasoning as a semigroup dynamical system, providing the first formal equivalence between sparse neural circuits and algebraic reasoning dynamics. We prove that:
Reasoning is a semigroup orbit problem, not a vector space embedding task.
🔬 Key Contributions… See the full description on the dataset page: https://huggingface.co/datasets/OzTianlu/Semigroup_Reasoning_Model_A_Scalpel.pick_mock_scalpel_50eps_20260730_20260730_230643This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/duddo2/pick_mock_scalpel_50eps_20260730_20260730_230643.pick_mock_scalpel_50eps_20260730_20260730_230847This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/duddo2/pick_mock_scalpel_50eps_20260730_20260730_230847.